Introduction to Artificial Intelligence: Temporal Difference Learning - Lecture 17

Introduction to Artificial Intelligence: Temporal Difference Learning - Lecture 17

Dave Churchill via YouTube Direct link

- The Cliff: SARSA vs Q-Learning

16 of 23

16 of 23

- The Cliff: SARSA vs Q-Learning

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Classroom Contents

Introduction to Artificial Intelligence: Temporal Difference Learning - Lecture 17

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  1. 1 - Preroll
  2. 2 - Greetings
  3. 3 - Lecture Begin
  4. 4 - On-Policy vs Off-Policy
  5. 5 - Soft Policies
  6. 6 - On-Policy First-Visit MC soft
  7. 7 - Example Epsilon-Soft Calculation
  8. 8 - Off-Policy Methods
  9. 9 - Temporal Difference Learning
  10. 10 - TD0 Algorithm
  11. 11 - MC vs TD Example: Driving Home
  12. 12 - Advantages of TD
  13. 13 - TD Control
  14. 14 - SARSA
  15. 15 - Q-Learning
  16. 16 - The Cliff: SARSA vs Q-Learning
  17. 17 - Exam Questions
  18. 18 - Assignment 5 Overview / GUI
  19. 19 - Example Movement / Update Step
  20. 20 - Code Overview
  21. 21 - Maps.js
  22. 22 - Environment.js
  23. 23 - RL_Student.js

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